Unsupervised clustering for Text labelling

I have millions semi structured text descriptions of a job requirement. Which needs to be labelled, such as the number of hours, years of experience required, shifts, certifications, licensure etc., Need to segregate them and put it in a structured format, was wondering if I can use some unsupervised labelling methods.

P.S: Details are not all structured to use regular expressions.